Blind Face Restoration on CelebA-Test

Metric: SSIM (higher is better)

LeaderboardDataset

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Results

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	PMRF	0.7073	No	Posterior-Mean Rectified Flow: Towards Minimum M...	2024-10-01	Code
2	DifFace	0.703	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
3	DeblurGANv2*	0.6952	No	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
4	PULSE	0.682	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
5	GFP-GAN	0.6777	No	Towards Real-World Blind Face Restoration with G...	2021-01-11	Code
6	mGANprior	0.6758	No	Image Processing Using Multi-Code GAN Prior	2019-12-15	Code
7	GLEAN	0.666	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
8	PSFRGAN	0.6557	No	Progressive Semantic-Aware Style Transformation ...	2020-09-18	Code
9	GFPGAN	0.631	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
10	PSFRGAN	0.63	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
11	DFDNet	0.629	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
12	HiFaceGAN	0.6195	No	HiFaceGAN: Face Renovation via Collaborative Sup...	2020-05-11	Code
13	CodeFormer	0.61	No	Towards Robust Blind Face Restoration with Codeb...	2022-06-22	Code
14	DiffBIR	0.5971	No	DiffBIR: Towards Blind Image Restoration with Ge...	2023-08-29	Code
15	VQFR	0.585	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code

#1PMRFSOTA
0.7073
SSIM· 2024-10-01
Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image Restoration Code
#2DifFaceSOTA
0.703
SSIM· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#3DeblurGANv2*SOTA
0.6952
SSIM· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
#4PULSE
0.682
SSIM· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#5GFP-GAN
0.6777
SSIM· 2021-01-11
Towards Real-World Blind Face Restoration with Generative Facial Prior Code
#6mGANprior
0.6758
SSIM· 2019-12-15
Image Processing Using Multi-Code GAN Prior Code
#7GLEAN
0.666
SSIM· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#8PSFRGAN
0.6557
SSIM· 2020-09-18
Progressive Semantic-Aware Style Transformation for Blind Face Restoration Code
#9GFPGAN
0.631
SSIM· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#10PSFRGAN
0.63
SSIM· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#11DFDNet
0.629
SSIM· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#12HiFaceGAN
0.6195
SSIM· 2020-05-11
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment Code
#13CodeFormer
0.61
SSIM· 2022-06-22
Towards Robust Blind Face Restoration with Codebook Lookup Transformer Code
#14DiffBIR
0.5971
SSIM· 2023-08-29
DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior Code
#15VQFR
0.585
SSIM· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code